Pretrained VGG models that work well with torch.legacy.nn?

I am trying to use one of torchvision’s pretrained VGG models with torch.legacy.nn, but I am running into issues with layers like Conv2d, which are not supported by torch.legacy.nn.

Or would it make more sense to load the model and then convert/change the problematic layers to their legacy.nn equivalents? Would that even work?